A Scalable Platform for Single-Snapshot Direction Of Arrival (DOA) Estimation in Massive MIMO Systems

被引:3
|
作者
Assoa, Adou Sangbone [1 ]
Bhat, Ashwin [1 ]
Ryu, Sigang [1 ]
Raychowdhury, Arijit [1 ]
机构
[1] Georgia Inst Technol, Atlanta, GA 30332 USA
关键词
MIMO; 5G; Direction Of Arrival; Array Signal Processing; ADMM; SPARSE SIGNAL RECONSTRUCTION; GLOBAL MATCHED-FILTER; IMPLEMENTATION;
D O I
10.1145/3583781.3590212
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the development of Radio Frequency (RF) massive Multiple Inputs-Multiple Outputs (MIMO) array systems for Beyond 5G (B5G) applications, real-time DOA estimation has become challenging due to large antenna architectures producing a staggering amount of data. Traditional DOA estimation techniques are not scalable since they either require multiple snapshots of data or computationally expensive matrix operations hindering fast processing. To address these challenges, we propose a single-snapshot DOA processor based on the Alternating Direction Method of Multipliers (ADMM). The algorithm is modified to handle complex-valued measurements. We develop a High-Level Synthesis (HLS) based scalable FPGA design to handle multiple array sizes ranging from 8 to 512 elements. Our system implemented on a Xilinx Ultra96-V2 FPGA, operates at a frequency of 100 MHz with a sub-200..s processing time for a 512-antenna array, thereby meeting the millisecond-level processing time specifications of B5G applications.
引用
收藏
页码:631 / 637
页数:7
相关论文
共 50 条
  • [1] Application of particle swarm optimization (PSO) to single-snapshot direction of arrival (DOA) estimation
    Escot, D.
    Poyatos, D.
    Gonzalez, I.
    de Adana, F. Saez
    Catedra, M. F.
    2007 IEEE ANTENNAS AND PROPAGATION SOCIETY INTERNATIONAL SYMPOSIUM, VOLS 1-12, 2007, : 4817 - +
  • [2] A DEEP NETWORK FOR SINGLE-SNAPSHOT DIRECTION OF ARRIVAL ESTIMATION
    Ozanich, Emma
    Gerstoft, Peter
    Niu, Haiqiang
    2019 IEEE 29TH INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2019,
  • [3] ResNet Applied for a Single-Snapshot DOA Estimation
    de Oliveira, Marcio L. Lima
    Bekooij, Marco J. G.
    2022 IEEE RADAR CONFERENCE (RADARCONF'22), 2022,
  • [4] Capon-Based Single-Snapshot DOA Estimation in Monostatic MIMO Radar
    Hassanien, Aboulnasr
    Amin, Moeness G.
    Zhang, Yimin D.
    Ahmad, Fauzia
    MOBILE MULTIMEDIA/IMAGE PROCESSING, SECURITY, AND APPLICATIONS 2015, 2015, 9497
  • [5] Single-Snapshot DOA Estimation Based on Compressed Sensing in PCR Systems
    Wang Xiu-hong
    Mao Xing-peng
    Zhang Nai-tong
    2014 IEEE RADAR CONFERENCE, 2014, : 528 - 531
  • [6] High-Resolution Single-Snapshot DOA Estimation in MIMO Radar with Colocated Antennas
    Hassanien, Aboulnasr
    Amin, Moeness G.
    Zhang, Yimin D.
    Ahmad, Fauzia
    2015 IEEE INTERNATIONAL RADAR CONFERENCE (RADARCON), 2015, : 1134 - 1138
  • [7] Low Complexity Direction of Arrival (DoA) Estimation for 2D Massive MIMO Systems
    Wang, Anding
    Liu, Lingjia
    Zhang, Jianzhong
    2012 IEEE GLOBECOM WORKSHOPS (GC WKSHPS), 2012, : 703 - 707
  • [8] Single-snapshot DOA estimation by using Compressed Sensing
    Stefano Fortunati
    Raffaele Grasso
    Fulvio Gini
    Maria S Greco
    Kevin LePage
    EURASIP Journal on Advances in Signal Processing, 2014
  • [9] Single-Snapshot DOA Estimation in MIMO Radar Using Fast Iterative Interpolated Beamforming
    An, Fang
    Nosrati, Hamed
    Aboutanios, Elias
    Hassanien, Aboulnasr
    2018 CONFERENCE RECORD OF 52ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2018, : 924 - 928
  • [10] Single-Snapshot DOA Estimation for Uniform linear Array
    Cui, Han
    Liu, Tong
    Peng, Wenjuan
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2905 - 2909